Zero of fourteen models named Commissionly first on the direct prompt; two named Qobra. Commissionly was named by ten of the fourteen models and Qobra by nine and Commissionly carries 12 labels and Qobra 24, so the shares are not directly comparable.
Named in one category this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the sales commissions and incentive compensation page.
Across every category in the October 2026 Edition, Commissionly and Qobra were named in the same answer seventeen times, of the 55 answers naming Commissionly and the 72 naming Qobra. In those answers Qobra took the first choice one time and Commissionly six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Who should avoid: Companies with complex commission plans or those needing deep custom reporting.” DeepSeek V4 Flash · negative prompt · soft negative
“may not be suitable for larger teams or those with complex commission structures” Mistral Small · negative prompt · soft negative
“Commissionly and Sales Cookie are the top recommendations due to their low cost and simplicity” Mistral Small · budget prompt · first choice
“Commissionly is the most frequently recommended budget-friendly choice in 2025-2026 round-ups” Muse Glimmer 30B · budget prompt · first choice
“For a company with a limited budget, I'd recommend starting with Commissionly or Sales Cookie.” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Qobra leads in implementation speed (7-14 days) and sales rep adoption (95%+), making it ideal for growth-stage B2B companies” Claude Haiku 4.5 · direct prompt · first choice
“is likely to be one of the following options: 1. Qobra” Llama 4 Maverick · budget prompt · first choice
“I'd recommend starting with Qobra or Everstage” GLM 4.7 FlashX · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.